Bayesian signal processing : classical, modern, and particle filtering methods /

Main Author: Candy, J. V.
Format: Book
Language:English
Published: Hoboken, N.J. : Wiley : IEEE, c2009.
Subjects:
Table of Contents:
  • 1. Introduction
  • 2. Bayesian estimation
  • 3. Simulation-based Bayesian methods
  • 4. State-space models for Bayesian processing
  • 5. Classical Bayesian state-space processors
  • 6. Modern Bayesian state-space processors
  • 7. Particle-based Bayesian state-space processors
  • 8. Joint Bayesian state/parametric processors
  • 9. Discrete hidden Markov model Bayesian processors
  • 10. Bayesian processors for physics-based applications
  • Appendix A. Probability & statistics overview.